Accurate Prediction of Tunnel Face Deformations in the Rock Tunnel Construction Process via High-Granularity Monitoring Data and Attention-Based Deep Learning Model

Accurate Prediction of Tunnel Face Deformations in the Rock Tunnel Construction Process via High-Granularity Monitoring Data and Attention-Based Deep Learning Model

Monitoring and predicting the deformation of surrounding rocks in the rock tunnel construction process is of great significance. This study implemented a wireless sensor network (WSN), including gateway transmission, relay point, and sensor nodes, to obtain high granularity deformation data during c...

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Bibliographic Details
Main Authors: Mingliang Zhou, Zhenhua Xing, Cong Nie, Zhunguang Shi, Bo Hou, Kang Fu
Format: Article
Language:English
Published: MDPI AG 2022-09-01
Series:Applied Sciences
Subjects:
rock tunnel construction
tunnel face deformation
tunnel monitoring
deep learning model
attention module
Online Access:https://www.mdpi.com/2076-3417/12/19/9523

Internet

https://www.mdpi.com/2076-3417/12/19/9523

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